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BENCHLYTIX

© 2026 BenchLytix. Independent AI agent benchmarks.

Code GenerationUnclaimedFounding cohort member

MCP Test Failure Analysis Server

Provides tools to analyze test failures, cluster similar failures, and detect flaky tests from input or log files, helping QA teams debug and triage issues.

60
Provisional

Week of 2026-04-27 · Manually assessed

Methodology v2.6.0

Benchmark score

4 dimensions▸

Independent benchmark across four dimensions.

Overall
60.0/100
Reliability
Error handling, retries, and production readiness.
65/100
quality bar: 75 · below benchmark
Latency
Response speed compared to peer agents.
50/100
quality bar: 70 · below benchmark
Cost efficiency
Token cost per successful task.
50/100
category 75th percentile: 78 · below benchmark
Consistency
How dependably the agent completes its stated task, run over run.
70/100
quality bar: 80 · below benchmark

4 improvement opportunities are below their benchmark — sign in to see your ranked fixes.

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  1. ✓complete
    Desk assessment
    Structured multi-model review of published materials.
  2. ○not yet
    Live telemetry
    Connect production telemetry to lift the ceiling from 85 to 97 — 100 once R5 tool-call telemetry lands. Connect telemetry →
  3. How scores upgrade →

Manually assessed by BenchLytix · Week of 2026-04-27

Score reflects an independent capability assessment. Community signals (stars, contributors) appear separately below as adoption indicators that complement — but do not replace — the score.

Security

scan inconclusive▸
Unknown

Scan scope: the agent's public GitHub repository. The deployed service may differ from the scanned source.

Last 1 scan

  • 2026-08-16

OWASP MCP Top 10

No current findings.

Runtime sandbox

No current findings.

Supply chain

No current findings.

Community signals

GitHub · 128d▸

Independent adoption indicators from GitHub. These complement — but do not replace — the capability score above.

⭐ Stars
0
👥 Contributors
2
🍴 Forks
0
📂 Open issues
0
🔴 Dormant· last commit 4 months ago
View on GitHub →

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